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Artificial Intelligence in Healthcare

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Artificial intelligence in healthcare

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10 th October 2013 The delivery of 21 st century services – the implications for the evolution of the Healthcare Science workforce Joan Fletcher.

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Artificial Intelligence in Healthcare

Jul 17, 2014

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Artificial Intelligence in Healthcare. Casey C. Bennett. 1 Dept. of Informatics Centerstone Research Institute Nashville, TN, USA 2 School of Informatics and Computing Indiana University Bloomington, IN, USA. Cognitive Offload.

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Artificial Intelligence in Healthcare Casey C. Bennett • 1Dept. of Informatics • Centerstone Research Institute • Nashville, TN, USA • 2School of Informatics and Computing • Indiana University • Bloomington, IN, USA

Cognitive Offload

We can make predictions and discover patterns, but what do you do with them?

Building a Pipeline Data Patterns Predictions Temporal Models Decisions

Patterns Step 3 Step 2 Step 1 Predictions Make Predictions Make Decisions Transition Models Clinical Indicators Socio-demographic a = Action/Treatment s = Patient State o = Observation c = Costs t = Time cpuc = Utility Patterns Genetic Data Etc. Markov Decision Processes (MDPs) Machine Learning/Statistical Techniques – predict risk stratification, treatment response , survival, re-hospitalization, LOS, etc. Dynamic Decision Networks (DDNs)

Step 3 Make Decisions a = Action/Treatment s = Patient State o = Observation c = Costs t = Time cpuc = Utility Belief States Plan over Time Plan/re-plan

Bennett CC and K Hauser (2013) “Artificial Intelligence Framework for Simulating Clinical Decision-Making: A Markov Decision Process Approach.” Artificial Intelligence in Medicine. 57(1): 9-19.

Simplification

1 2 Components to classify/cluster/etc. Components that determine optimal actions, based on those patterns Find Patterns Make Decisions

Relativity Natural Selection Einstein Darwin

Cognitive Computing IBM and others

Botvinick M (2012) “Heirarchical Relational Learning and Decision Making.” Current Opinions in Neurobiology. 22(6): 956-962.

The Future? Personalized AI?

Ongoing Collaborations

Thank you • www.CaseyBennett.com • http://r-house.soic.indiana.edu/ - IU Human-Robot Interaction Lab • www.CenterstoneResearch.org - CRI

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